Profiling Report

Dataset statistics

Number of variables	25
Number of observations	2334
Missing cells	1030
Missing cells (%)	1.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	408.1 KiB
Average record size in memory	179.1 B

Variable types

Categorical	9
Text	1
Numeric	12
Boolean	3

Alerts

`brand_name` is highly overall correlated with `has_ir_blaster` and 2 other fields	High correlation
`extended_memory_available` is highly overall correlated with `extended_upto` and 4 other fields	High correlation
`extended_upto` is highly overall correlated with `extended_memory_available`	High correlation
`fast_charging` is highly overall correlated with `extended_memory_available` and 7 other fields	High correlation
`fast_charging_available` is highly overall correlated with `fast_charging` and 3 other fields	High correlation
`has_5g` is highly overall correlated with `internal_memory` and 7 other fields	High correlation
`has_ir_blaster` is highly overall correlated with `brand_name`	High correlation
`has_nfc` is highly overall correlated with `extended_memory_available` and 7 other fields	High correlation
`internal_memory` is highly overall correlated with `fast_charging` and 9 other fields	High correlation
`num_cores` is highly overall correlated with `os` and 1 other fields	High correlation
`os` is highly overall correlated with `brand_name` and 2 other fields	High correlation
`price` is highly overall correlated with `extended_memory_available` and 8 other fields	High correlation
`primary_camera_front` is highly overall correlated with `fast_charging` and 6 other fields	High correlation
`primary_camera_rear` is highly overall correlated with `fast_charging_available` and 4 other fields	High correlation
`processor_brand` is highly overall correlated with `brand_name` and 3 other fields	High correlation
`processor_speed` is highly overall correlated with `extended_memory_available` and 8 other fields	High correlation
`ram_capacity` is highly overall correlated with `fast_charging` and 10 other fields	High correlation
`rating` is highly overall correlated with `fast_charging` and 8 other fields	High correlation
`refresh_rate` is highly overall correlated with `has_5g` and 2 other fields	High correlation
`resolution` is highly overall correlated with `fast_charging_available` and 2 other fields	High correlation
`screen_size` is highly overall correlated with `internal_memory` and 2 other fields	High correlation
`num_front_cameras` is highly imbalanced (86.7%)	Imbalance
`os` is highly imbalanced (70.7%)	Imbalance
`rating` has 265 (11.4%) missing values	Missing
`processor_brand` has 83 (3.6%) missing values	Missing
`processor_speed` has 151 (6.5%) missing values	Missing
`fast_charging` has 504 (21.6%) missing values	Missing
`extended_memory_available` is uniformly distributed	Uniform
`extended_upto` has 1167 (50.0%) zeros	Zeros

Reproduction

Analysis started	2024-02-14 02:07:07.307027
Analysis finished	2024-02-14 02:07:29.693547
Duration	22.39 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

brand_name
Categorical

HIGH CORRELATION

Distinct	32
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	18.4 KiB

xiaomi	270
vivo	263
samsung	253
realme	252
oppo	153
Other values (27)	1143

Length

Max length	10
Median length	8
Mean length	5.5556984
Min length	2

Characters and Unicode

Total characters	12967
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	oneplus
2nd row	tecno
3rd row	xiaomi
4th row	realme
5th row	xiaomi

Common Values

Value	Count	Frequency (%)
xiaomi	270	11.6%
vivo	263	11.3%
samsung	253	10.8%
realme	252	10.8%
oppo	153	6.6%
motorola	151	6.5%
tecno	100	4.3%
infinix	91	3.9%
poco	90	3.9%
honor	88	3.8%
Other values (22)	623	26.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
xiaomi	270	11.6%
vivo	263	11.3%
samsung	253	10.8%
realme	252	10.8%
oppo	153	6.6%
motorola	151	6.5%
tecno	100	4.3%
infinix	91	3.9%
poco	90	3.9%
honor	88	3.8%
Other values (22)	623	26.7%

Most occurring characters

Value	Count	Frequency (%)
o	2181	16.8%
i	1400	10.8%
a	1295	10.0%
m	955	7.4%
e	922	7.1%
n	870	6.7%
l	731	5.6%
s	658	5.1%
p	607	4.7%
v	591	4.6%
Other values (15)	2757	21.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12967	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	2181	16.8%
i	1400	10.8%
a	1295	10.0%
m	955	7.4%
e	922	7.1%
n	870	6.7%
l	731	5.6%
s	658	5.1%
p	607	4.7%
v	591	4.6%
Other values (15)	2757	21.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12967	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	2181	16.8%
i	1400	10.8%
a	1295	10.0%
m	955	7.4%
e	922	7.1%
n	870	6.7%
l	731	5.6%
s	658	5.1%
p	607	4.7%
v	591	4.6%
Other values (15)	2757	21.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12967	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	2181	16.8%
i	1400	10.8%
a	1295	10.0%
m	955	7.4%
e	922	7.1%
n	870	6.7%
l	731	5.6%
s	658	5.1%
p	607	4.7%
v	591	4.6%
Other values (15)	2757	21.3%

model
Text

Distinct	2333
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	18.4 KiB

Length

Max length	52
Median length	41
Mean length	19.533847
Min length	6

Characters and Unicode

Total characters	45592
Distinct characters	68
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2332 ?
Unique (%)	99.9%

Sample

1st row	OnePlus V Flip
2nd row	Tecno Camon 20 Pro 4G
3rd row	Xiaomi Redmi Note 12 Pro (8GB RAM + 256GB)
4th row	Realme 8 5G
5th row	Xiaomi Redmi Note 10 JE 5G

Value	Count	Frequency (%)
5g	622	6.3%
ram	456	4.6%
	441	4.5%
pro	422	4.3%
xiaomi	266	2.7%
vivo	263	2.7%
samsung	253	2.6%
realme	252	2.6%
galaxy	248	2.5%
128gb	219	2.2%
Other values (989)	6411	65.1%

Most occurring characters

Value	Count	Frequency (%)
	7519	16.5%
o	3059	6.7%
a	2154	4.7%
G	2103	4.6%
i	2058	4.5%
e	1872	4.1%
l	1240	2.7%
2	1190	2.6%
1	1185	2.6%
P	1176	2.6%
Other values (58)	22036	48.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18852	41.3%
Uppercase Letter	11216	24.6%
Space Separator	7522	16.5%
Decimal Number	6512	14.3%
Close Punctuation	512	1.1%
Open Punctuation	512	1.1%
Math Symbol	456	1.0%
Other Punctuation	8	< 0.1%
Dash Punctuation	2	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
G	2103	18.8%
P	1176	10.5%
R	1032	9.2%
B	978	8.7%
M	959	8.6%
A	793	7.1%
O	548	4.9%
S	509	4.5%
X	466	4.2%
N	453	4.0%
Other values (16)	2199	19.6%

Lowercase Letter

Value	Count	Frequency (%)
o	3059	16.2%
a	2154	11.4%
i	2058	10.9%
e	1872	9.9%
l	1240	6.6%
n	1121	5.9%
m	1086	5.8%
r	1035	5.5%
t	749	4.0%
s	657	3.5%
Other values (15)	3821	20.3%

Decimal Number

Value	Count	Frequency (%)
2	1190	18.3%
1	1185	18.2%
5	1138	17.5%
0	633	9.7%
6	517	7.9%
8	510	7.8%
4	495	7.6%
3	464	7.1%
7	223	3.4%
9	157	2.4%

Space Separator

Value	Count	Frequency (%)
	7519	> 99.9%
	3	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	512	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	512	100.0%

Math Symbol

Value	Count	Frequency (%)
+	456	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	8	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	30068	66.0%
Common	15524	34.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	3059	10.2%
a	2154	7.2%
G	2103	7.0%
i	2058	6.8%
e	1872	6.2%
l	1240	4.1%
P	1176	3.9%
n	1121	3.7%
m	1086	3.6%
r	1035	3.4%
Other values (41)	13164	43.8%

Common

Value	Count	Frequency (%)
	7519	48.4%
2	1190	7.7%
1	1185	7.6%
5	1138	7.3%
0	633	4.1%
6	517	3.3%
)	512	3.3%
(	512	3.3%
8	510	3.3%
4	495	3.2%
Other values (7)	1313	8.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45589	> 99.9%
Punctuation	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	7519	16.5%
o	3059	6.7%
a	2154	4.7%
G	2103	4.6%
i	2058	4.5%
e	1872	4.1%
l	1240	2.7%
2	1190	2.6%
1	1185	2.6%
P	1176	2.6%
Other values (57)	22033	48.3%

Punctuation

Value	Count	Frequency (%)
	3	100.0%

price
Real number (ℝ)

HIGH CORRELATION

Distinct	660
Distinct (%)	28.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30996.813

Minimum	3499
Maximum	199990
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	3499
5-th percentile	6995.2
Q1	11919
median	19990
Q3	37999
95-th percentile	98993.15
Maximum	199990
Range	196491
Interquartile range (IQR)	26080

Descriptive statistics

Standard deviation	30628.405
Coefficient of variation (CV)	0.98811466
Kurtosis	6.1428936
Mean	30996.813
Median Absolute Deviation (MAD)	10000
Skewness	2.30656
Sum	72346561
Variance	9.3809919 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29990	40	1.7%
19990	35	1.5%
14990	35	1.5%
9990	34	1.5%
14999	33	1.4%
15990	32	1.4%
12999	32	1.4%
24999	31	1.3%
8999	31	1.3%
24990	31	1.3%
Other values (650)	2000	85.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3499	2	0.1%
3999	2	0.1%
4499	2	0.1%
4688	1	< 0.1%
4789	1	< 0.1%
4799	2	0.1%
4899	1	< 0.1%
4990	1	< 0.1%
4999	1	< 0.1%
5299	2	0.1%

Value	Count	Frequency (%)
199990	1	< 0.1%
197999	1	< 0.1%
196900	1	< 0.1%
191999	1	< 0.1%
187990	1	< 0.1%
184999	1	< 0.1%
179990	2	0.1%
179900	2	0.1%
177990	1	< 0.1%
169999	2	0.1%

rating
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	30
Distinct (%)	1.4%
Missing	265
Missing (%)	11.4%
Infinite	0
Infinite (%)	0.0%
Mean	77.883519

Minimum	60
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	60
5-th percentile	63
Q1	73
median	79
Q3	84
95-th percentile	89
Maximum	89
Range	29
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	7.8415439
Coefficient of variation (CV)	0.10068297
Kurtosis	-0.6548397
Mean	77.883519
Median Absolute Deviation (MAD)	6
Skewness	-0.54993206
Sum	161141
Variance	61.48981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
84	133	5.7%
75	133	5.7%
85	126	5.4%
82	108	4.6%
86	107	4.6%
89	106	4.5%
83	105	4.5%
80	90	3.9%
79	90	3.9%
88	83	3.6%
Other values (20)	988	42.3%
(Missing)	265	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
60	23	1.0%
61	49	2.1%
62	30	1.3%
63	32	1.4%
64	31	1.3%
65	39	1.7%
66	37	1.6%
67	29	1.2%
68	41	1.8%
69	38	1.6%

Value	Count	Frequency (%)
89	106	4.5%
88	83	3.6%
87	72	3.1%
86	107	4.6%
85	126	5.4%
84	133	5.7%
83	105	4.5%
82	108	4.6%
81	81	3.5%
80	90	3.9%

has_5g
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 KiB

True	1313
False	1021

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	1313	56.3%
False	1021	43.7%

has_nfc
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 KiB

False	1367
True	967

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	1367	58.6%
True	967	41.4%

has_ir_blaster
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 KiB

False	1913
True	421

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	1913	82.0%
True	421	18.0%

processor_brand
Categorical

HIGH CORRELATION MISSING

Distinct	14
Distinct (%)	0.6%
Missing	83
Missing (%)	3.6%
Memory size	18.4 KiB

snapdragon	985
helio	464
dimensity	454
exynos	101
unisoc	81
Other values (9)	166

Length

Max length	10
Median length	9
Mean length	8.142159
Min length	3

Characters and Unicode

Total characters	18328
Distinct characters	27
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.1%

Sample

1st row	dimensity
2nd row	helio
3rd row	dimensity
4th row	dimensity
5th row	snapdragon

Common Values

Value	Count	Frequency (%)
snapdragon	985	42.2%
helio	464	19.9%
dimensity	454	19.5%
exynos	101	4.3%
unisoc	81	3.5%
bionic	65	2.8%
tiger	41	1.8%
kirin	22	0.9%
google	17	0.7%
spreadtrum	13	0.6%
Other values (4)	8	0.3%
(Missing)	83	3.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
snapdragon	985	43.8%
helio	464	20.6%
dimensity	454	20.2%
exynos	101	4.5%
unisoc	81	3.6%
bionic	65	2.9%
tiger	41	1.8%
kirin	22	1.0%
google	17	0.8%
spreadtrum	13	0.6%
Other values (4)	8	0.4%

Most occurring characters

Value	Count	Frequency (%)
n	2698	14.7%
a	1985	10.8%
o	1731	9.4%
i	1673	9.1%
s	1637	8.9%
d	1452	7.9%
e	1094	6.0%
r	1074	5.9%
g	1060	5.8%
p	998	5.4%
Other values (17)	2926	16.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18320	> 99.9%
Decimal Number	8	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	2698	14.7%
a	1985	10.8%
o	1731	9.4%
i	1673	9.1%
s	1637	8.9%
d	1452	7.9%
e	1094	6.0%
r	1074	5.9%
g	1060	5.8%
p	998	5.4%
Other values (13)	2918	15.9%

Decimal Number

Value	Count	Frequency (%)
9	2	25.0%
8	2	25.0%
6	2	25.0%
3	2	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	18320	> 99.9%
Common	8	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	2698	14.7%
a	1985	10.8%
o	1731	9.4%
i	1673	9.1%
s	1637	8.9%
d	1452	7.9%
e	1094	6.0%
r	1074	5.9%
g	1060	5.8%
p	998	5.4%
Other values (13)	2918	15.9%

Common

Value	Count	Frequency (%)
9	2	25.0%
8	2	25.0%
6	2	25.0%
3	2	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18328	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	2698	14.7%
a	1985	10.8%
o	1731	9.4%
i	1673	9.1%
s	1637	8.9%
d	1452	7.9%
e	1094	6.0%
r	1074	5.9%
g	1060	5.8%
p	998	5.4%
Other values (17)	2926	16.0%

num_cores
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	0.3%
Missing	9
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	7.7819355

Minimum	2
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	2
5-th percentile	6
Q1	8
median	8
Q3	8
95-th percentile	8
Maximum	10
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.89520651
Coefficient of variation (CV)	0.11503649
Kurtosis	13.986178
Mean	7.7819355
Median Absolute Deviation (MAD)	0
Skewness	-3.7653745
Sum	18093
Variance	0.8013947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
8	2154	92.3%
4	98	4.2%
6	56	2.4%
10	8	0.3%
9	5	0.2%
2	4	0.2%
(Missing)	9	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	4	0.2%
4	98	4.2%
6	56	2.4%
8	2154	92.3%
9	5	0.2%
10	8	0.3%

Value	Count	Frequency (%)
10	8	0.3%
9	5	0.2%
8	2154	92.3%
6	56	2.4%
4	98	4.2%
2	4	0.2%

processor_speed
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	53
Distinct (%)	2.4%
Missing	151
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.4242831

Minimum	1.1
Maximum	3.78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	1.1
5-th percentile	1.6
Q1	2
median	2.3
Q3	2.845
95-th percentile	3.2
Maximum	3.78
Range	2.68
Interquartile range (IQR)	0.845

Descriptive statistics

Standard deviation	0.50493443
Coefficient of variation (CV)	0.20828196
Kurtosis	-0.64471132
Mean	2.4242831
Median Absolute Deviation (MAD)	0.3
Skewness	0.23879023
Sum	5292.21
Variance	0.25495878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.2	377	16.2%
2	355	15.2%
2.4	251	10.8%
3.2	234	10.0%
2.3	154	6.6%
3	90	3.9%
1.6	71	3.0%
1.8	65	2.8%
2.84	61	2.6%
2.6	48	2.1%
Other values (43)	477	20.4%
(Missing)	151	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.1	2	0.1%
1.2	5	0.2%
1.3	24	1.0%
1.4	18	0.8%
1.5	12	0.5%
1.6	71	3.0%
1.8	65	2.8%
1.82	15	0.6%
1.84	1	< 0.1%
1.95	1	< 0.1%

Value	Count	Frequency (%)
3.78	7	0.3%
3.46	7	0.3%
3.36	9	0.4%
3.35	8	0.3%
3.3	41	1.8%
3.25	10	0.4%
3.22	16	0.7%
3.2	234	10.0%
3.19	1	< 0.1%
3.13	4	0.2%

ram_capacity
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9001714

Minimum	1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	4
median	8
Q3	8
95-th percentile	12
Maximum	24
Range	23
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.1432263
Coefficient of variation (CV)	0.45552872
Kurtosis	0.89625907
Mean	6.9001714
Median Absolute Deviation (MAD)	2
Skewness	0.76264075
Sum	16105
Variance	9.8798714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	818	35.0%
4	502	21.5%
6	417	17.9%
12	300	12.9%
3	136	5.8%
2	93	4.0%
16	45	1.9%
1	17	0.7%
18	4	0.2%
24	2	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	17	0.7%
2	93	4.0%
3	136	5.8%
4	502	21.5%
6	417	17.9%
8	818	35.0%
12	300	12.9%
16	45	1.9%
18	4	0.2%
24	2	0.1%

Value	Count	Frequency (%)
24	2	0.1%
18	4	0.2%
16	45	1.9%
12	300	12.9%
8	818	35.0%
6	417	17.9%
4	502	21.5%
3	136	5.8%
2	93	4.0%
1	17	0.7%

internal_memory
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	153.83119

Minimum	8
Maximum	1024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	8
5-th percentile	32
Q1	64
median	128
Q3	256
95-th percentile	256
Maximum	1024
Range	1016
Interquartile range (IQR)	192

Descriptive statistics

Standard deviation	114.65595
Coefficient of variation (CV)	0.74533614
Kurtosis	14.829767
Mean	153.83119
Median Absolute Deviation (MAD)	64
Skewness	2.8616796
Sum	359042
Variance	13145.986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
128	1084	46.4%
256	534	22.9%
64	414	17.7%
32	175	7.5%
512	79	3.4%
16	31	1.3%
1024	10	0.4%
8	6	0.3%
258	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	6	0.3%
16	31	1.3%
32	175	7.5%
64	414	17.7%
128	1084	46.4%
256	534	22.9%
258	1	< 0.1%
512	79	3.4%
1024	10	0.4%

Value	Count	Frequency (%)
1024	10	0.4%
512	79	3.4%
258	1	< 0.1%
256	534	22.9%
128	1084	46.4%
64	414	17.7%
32	175	7.5%
16	31	1.3%
8	6	0.3%

battery_capacity
Real number (ℝ)

Distinct	136
Distinct (%)	5.9%
Missing	12
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	4804.8523

Minimum	1600
Maximum	7100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	1600
5-th percentile	3500
Q1	4500
median	5000
Q3	5000
95-th percentile	6000
Maximum	7100
Range	5500
Interquartile range (IQR)	500

Descriptive statistics

Standard deviation	655.4226
Coefficient of variation (CV)	0.13640848
Kurtosis	3.4490057
Mean	4804.8523
Median Absolute Deviation (MAD)	0
Skewness	-0.93166388
Sum	11156867
Variance	429578.78
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	1217	52.1%
4500	188	8.1%
6000	160	6.9%
4000	108	4.6%
4600	51	2.2%
4800	50	2.1%
4700	37	1.6%
4300	32	1.4%
3000	32	1.4%
4400	27	1.2%
Other values (126)	420	18.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1600	1	< 0.1%
1715	1	< 0.1%
1821	2	0.1%
1900	2	0.1%
2000	1	< 0.1%
2050	1	< 0.1%
2100	1	< 0.1%
2110	1	< 0.1%
2200	2	0.1%
2230	1	< 0.1%

Value	Count	Frequency (%)
7100	1	< 0.1%
7000	11	0.5%
6700	1	< 0.1%
6500	1	< 0.1%
6000	160	6.9%
5800	6	0.3%
5600	2	0.1%
5580	1	< 0.1%
5500	24	1.0%
5450	2	0.1%

fast_charging_available
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.4 KiB

1	1974
0	360

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2334
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1974	84.6%
0	360	15.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1974	84.6%
0	360	15.4%

Most occurring characters

Value	Count	Frequency (%)
1	1974	84.6%
0	360	15.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2334	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1974	84.6%
0	360	15.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	2334	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1974	84.6%
0	360	15.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2334	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1974	84.6%
0	360	15.4%

fast_charging
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	40
Distinct (%)	2.2%
Missing	504
Missing (%)	21.6%
Infinite	0
Infinite (%)	0.0%
Mean	49.448087

Minimum	8
Maximum	260
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	8
5-th percentile	10
Q1	18
median	33
Q3	67
95-th percentile	120
Maximum	260
Range	252
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	37.450332
Coefficient of variation (CV)	0.75736665
Kurtosis	4.1092756
Mean	49.448087
Median Absolute Deviation (MAD)	15
Skewness	1.7060932
Sum	90490
Variance	1402.5274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
18	287	12.3%
33	276	11.8%
67	151	6.5%
25	122	5.2%
80	117	5.0%
66	95	4.1%
10	94	4.0%
120	93	4.0%
15	82	3.5%
44	76	3.3%
Other values (30)	437	18.7%
(Missing)	504	21.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	< 0.1%
10	94	4.0%
15	82	3.5%
18	287	12.3%
19	1	< 0.1%
20	21	0.9%
21	4	0.2%
22	22	0.9%
25	122	5.2%
27	1	< 0.1%

Value	Count	Frequency (%)
260	1	< 0.1%
250	2	0.1%
240	5	0.2%
210	2	0.1%
200	8	0.3%
180	3	0.1%
165	4	0.2%
150	27	1.2%
135	1	< 0.1%
125	9	0.4%

num_rear_cameras
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	18.4 KiB

3	1195
2	697
4	267
1	175

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2334
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	3
3rd row	3
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
3	1195	51.2%
2	697	29.9%
4	267	11.4%
1	175	7.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	1195	51.2%
2	697	29.9%
4	267	11.4%
1	175	7.5%

Most occurring characters

Value	Count	Frequency (%)
3	1195	51.2%
2	697	29.9%
4	267	11.4%
1	175	7.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2334	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	1195	51.2%
2	697	29.9%
4	267	11.4%
1	175	7.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	2334	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	1195	51.2%
2	697	29.9%
4	267	11.4%
1	175	7.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2334	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	1195	51.2%
2	697	29.9%
4	267	11.4%
1	175	7.5%

num_front_cameras
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	18.4 KiB

1	2239
2	87
0	6
3	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2334
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	2239	95.9%
2	87	3.7%
0	6	0.3%
3	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	2239	95.9%
2	87	3.7%
0	6	0.3%
3	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
1	2239	95.9%
2	87	3.7%
0	6	0.3%
3	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2334	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	2239	95.9%
2	87	3.7%
0	6	0.3%
3	2	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	2334	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	2239	95.9%
2	87	3.7%
0	6	0.3%
3	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2334	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	2239	95.9%
2	87	3.7%
0	6	0.3%
3	2	0.1%

screen_size
Real number (ℝ)

HIGH CORRELATION

Distinct	96
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5709683

Minimum	4
Maximum	8.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	4
5-th percentile	6.0965
Q1	6.5
median	6.6
Q3	6.7
95-th percentile	6.82
Maximum	8.3
Range	4.3
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.36802703
Coefficient of variation (CV)	0.056008037
Kurtosis	10.709186
Mean	6.5709683
Median Absolute Deviation (MAD)	0.1
Skewness	-1.2945149
Sum	15336.64
Variance	0.1354439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.5	254	10.9%
6.67	218	9.3%
6.7	214	9.2%
6.78	172	7.4%
6.6	167	7.2%
6.56	94	4.0%
6.8	83	3.6%
6.52	75	3.2%
6.58	64	2.7%
6.43	60	2.6%
Other values (86)	933	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	< 0.1%
4.5	5	0.2%
4.7	8	0.3%
5	17	0.7%
5.2	5	0.2%
5.3	2	0.1%
5.4	4	0.2%
5.42	1	< 0.1%
5.45	12	0.5%
5.5	22	0.9%

Value	Count	Frequency (%)
8.3	1	< 0.1%
8.2	4	0.2%
8.03	5	0.2%
8.02	2	0.1%
8.01	1	< 0.1%
8	4	0.2%
7.92	4	0.2%
7.9	3	0.1%
7.85	4	0.2%
7.82	2	0.1%

resolution
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	18.4 KiB

FHD	1253
HD	620
QHD	395
HD+	57
FHD+	7

Length

Max length	4
Median length	3
Mean length	2.7373608
Min length	2

Characters and Unicode

Total characters	6389
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	FHD
2nd row	FHD
3rd row	FHD
4th row	FHD
5th row	FHD

Common Values

Value	Count	Frequency (%)
FHD	1253	53.7%
HD	620	26.6%
QHD	395	16.9%
HD+	57	2.4%
FHD+	7	0.3%
UHD	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fhd	1260	54.0%
hd	677	29.0%
qhd	395	16.9%
uhd	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
H	2334	36.5%
D	2334	36.5%
F	1260	19.7%
Q	395	6.2%
+	64	1.0%
U	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	6325	99.0%
Math Symbol	64	1.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
H	2334	36.9%
D	2334	36.9%
F	1260	19.9%
Q	395	6.2%
U	2	< 0.1%

Math Symbol

Value	Count	Frequency (%)
+	64	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6325	99.0%
Common	64	1.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
H	2334	36.9%
D	2334	36.9%
F	1260	19.9%
Q	395	6.2%
U	2	< 0.1%

Common

Value	Count	Frequency (%)
+	64	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6389	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
H	2334	36.5%
D	2334	36.5%
F	1260	19.7%
Q	395	6.2%
+	64	1.0%
U	2	< 0.1%

refresh_rate
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	18.4 KiB

120	852
60	838
90	459
144	143
165	42

Length

Max length	3
Median length	2
Mean length	2.4443016
Min length	2

Characters and Unicode

Total characters	5705
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	120
2nd row	120
3rd row	120
4th row	90
5th row	90

Common Values

Value	Count	Frequency (%)
120	852	36.5%
60	838	35.9%
90	459	19.7%
144	143	6.1%
165	42	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
120	852	36.5%
60	838	35.9%
90	459	19.7%
144	143	6.1%
165	42	1.8%

Most occurring characters

Value	Count	Frequency (%)
0	2149	37.7%
1	1037	18.2%
6	880	15.4%
2	852	14.9%
9	459	8.0%
4	286	5.0%
5	42	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5705	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2149	37.7%
1	1037	18.2%
6	880	15.4%
2	852	14.9%
9	459	8.0%
4	286	5.0%
5	42	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	5705	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2149	37.7%
1	1037	18.2%
6	880	15.4%
2	852	14.9%
9	459	8.0%
4	286	5.0%
5	42	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5705	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2149	37.7%
1	1037	18.2%
6	880	15.4%
2	852	14.9%
9	459	8.0%
4	286	5.0%
5	42	0.7%

os
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.4 KiB

android	2154
other	114
ios	66

Length

Max length	7
Median length	7
Mean length	6.7892031
Min length	3

Characters and Unicode

Total characters	15846
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	other
2nd row	android
3rd row	android
4th row	android
5th row	android

Common Values

Value	Count	Frequency (%)
android	2154	92.3%
other	114	4.9%
ios	66	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
android	2154	92.3%
other	114	4.9%
ios	66	2.8%

Most occurring characters

Value	Count	Frequency (%)
d	4308	27.2%
o	2334	14.7%
r	2268	14.3%
i	2220	14.0%
a	2154	13.6%
n	2154	13.6%
t	114	0.7%
h	114	0.7%
e	114	0.7%
s	66	0.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15846	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	4308	27.2%
o	2334	14.7%
r	2268	14.3%
i	2220	14.0%
a	2154	13.6%
n	2154	13.6%
t	114	0.7%
h	114	0.7%
e	114	0.7%
s	66	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15846	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	4308	27.2%
o	2334	14.7%
r	2268	14.3%
i	2220	14.0%
a	2154	13.6%
n	2154	13.6%
t	114	0.7%
h	114	0.7%
e	114	0.7%
s	66	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15846	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	4308	27.2%
o	2334	14.7%
r	2268	14.3%
i	2220	14.0%
a	2154	13.6%
n	2154	13.6%
t	114	0.7%
h	114	0.7%
e	114	0.7%
s	66	0.4%

extended_memory_available
Categorical

HIGH CORRELATION UNIFORM

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.4 KiB

0	1167
1	1167

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2334
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	1167	50.0%
1	1167	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1167	50.0%
1	1167	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	1167	50.0%
1	1167	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2334	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1167	50.0%
1	1167	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2334	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1167	50.0%
1	1167	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2334	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1167	50.0%
1	1167	50.0%

extended_upto
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	377.54927

Minimum	0
Maximum	2048
Zeros	1167
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	16
Q3	1024
95-th percentile	1024
Maximum	2048
Range	2048
Interquartile range (IQR)	1024

Descriptive statistics

Standard deviation	494.88869
Coefficient of variation (CV)	1.3107923
Kurtosis	1.0005694
Mean	377.54927
Median Absolute Deviation (MAD)	16
Skewness	1.2373246
Sum	881200
Variance	244914.82
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	1167	50.0%
1024	565	24.2%
256	257	11.0%
512	225	9.6%
2048	56	2.4%
128	44	1.9%
64	10	0.4%
32	9	0.4%
400	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1167	50.0%
32	9	0.4%
64	10	0.4%
128	44	1.9%
256	257	11.0%
400	1	< 0.1%
512	225	9.6%
1024	565	24.2%
2048	56	2.4%

Value	Count	Frequency (%)
2048	56	2.4%
1024	565	24.2%
512	225	9.6%
400	1	< 0.1%
256	257	11.0%
128	44	1.9%
64	10	0.4%
32	9	0.4%
0	1167	50.0%

primary_camera_rear
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.582991

Minimum	2
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	2
5-th percentile	12
Q1	20
median	50
Q3	64
95-th percentile	108
Maximum	200
Range	198
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	36.178061
Coefficient of variation (CV)	0.70135641
Kurtosis	5.803257
Mean	51.582991
Median Absolute Deviation (MAD)	14
Skewness	1.9362457
Sum	120394.7
Variance	1308.8521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
50	851	36.5%
64	378	16.2%
13	332	14.2%
48	229	9.8%
108	182	7.8%
12	94	4.0%
8	78	3.3%
200	64	2.7%
16	52	2.2%
5	16	0.7%
Other values (14)	58	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	0.1%
5	16	0.7%
8	78	3.3%
12	94	4.0%
12.2	4	0.2%
13	332	14.2%
16	52	2.2%
19	1	< 0.1%
20	7	0.3%
21	6	0.3%

Value	Count	Frequency (%)
200	64	2.7%
180	1	< 0.1%
160	3	0.1%
108	182	7.8%
100	13	0.6%
64	378	16.2%
54	9	0.4%
50.3	3	0.1%
50	851	36.5%
48	229	9.8%

primary_camera_front
Real number (ℝ)

HIGH CORRELATION

Distinct	25
Distinct (%)	1.1%
Missing	6
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	16.718814

Minimum	0.3
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.4 KiB

Quantile statistics

Minimum	0.3
5-th percentile	5
Q1	8
median	16
Q3	16
95-th percentile	32
Maximum	60
Range	59.7
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	11.59386
Coefficient of variation (CV)	0.69346186
Kurtosis	1.8503377
Mean	16.718814
Median Absolute Deviation (MAD)	8
Skewness	1.4157557
Sum	38921.4
Variance	134.41759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
16	629	26.9%
8	542	23.2%
32	415	17.8%
5	283	12.1%
13	116	5.0%
12	94	4.0%
20	50	2.1%
50	50	2.1%
10	46	2.0%
60	28	1.2%
Other values (15)	75	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	2	0.1%
1	1	< 0.1%
1.2	1	< 0.1%
2	9	0.4%
5	283	12.1%
7	12	0.5%
8	542	23.2%
9.5	1	< 0.1%
10	46	2.0%
10.1	1	< 0.1%

Value	Count	Frequency (%)
60	28	1.2%
50	50	2.1%
48	3	0.1%
44	13	0.6%
40	6	0.3%
32	415	17.8%
25	6	0.3%
24	8	0.3%
20	50	2.1%
16	629	26.9%

Auto

Heatmap
Table

	battery_capacity	brand_name	extended_memory_available	extended_upto	fast_charging	fast_charging_available	has_5g	has_ir_blaster	has_nfc	internal_memory	num_cores	num_front_cameras	num_rear_cameras	os	price	primary_camera_front	primary_camera_rear	processor_brand	processor_speed	ram_capacity	rating	refresh_rate	resolution	screen_size
battery_capacity	1.000	0.222	0.277	0.224	-0.129	0.352	0.337	0.139	0.327	0.032	0.210	0.136	0.312	0.288	-0.189	-0.077	0.180	0.230	-0.073	0.009	-0.176	0.205	0.162	0.332
brand_name	0.222	1.000	0.452	0.152	-0.077	0.374	0.411	0.685	0.478	-0.038	0.216	0.120	0.278	0.817	-0.098	0.071	0.114	0.503	-0.056	-0.027	0.001	0.297	0.312	-0.031
extended_memory_available	0.277	0.452	1.000	0.935	-0.527	0.156	0.456	0.080	0.502	-0.451	-0.018	0.123	0.211	0.212	-0.581	-0.367	-0.194	0.437	-0.562	-0.478	-0.430	0.448	0.393	-0.260
extended_upto	0.224	0.152	0.935	1.000	-0.482	0.256	0.488	0.159	0.470	-0.337	0.065	0.076	0.154	0.152	-0.496	-0.301	-0.077	0.269	-0.467	-0.380	-0.327	0.251	0.202	-0.161
fast_charging	-0.129	-0.077	-0.527	-0.482	1.000	1.000	0.469	0.355	0.456	0.572	0.090	0.082	0.197	0.125	0.667	0.631	0.499	0.147	0.669	0.684	0.645	0.354	0.310	0.464
fast_charging_available	0.352	0.374	0.156	0.256	1.000	1.000	0.401	0.182	0.285	0.491	0.368	0.079	0.485	0.078	0.451	0.436	0.511	0.398	0.417	0.503	0.482	0.488	0.523	0.366
has_5g	0.337	0.411	0.456	0.488	0.469	0.401	1.000	0.176	0.488	0.604	0.176	0.079	0.363	0.060	0.685	0.465	0.439	0.730	0.646	0.629	0.648	0.643	0.522	0.370
has_ir_blaster	0.139	0.685	0.080	0.159	0.355	0.182	0.176	1.000	0.118	0.200	0.112	0.010	0.215	0.080	0.168	0.169	0.239	0.253	0.223	0.209	0.207	0.260	0.343	0.218
has_nfc	0.327	0.478	0.502	0.470	0.456	0.285	0.488	0.118	1.000	0.531	0.059	0.147	0.306	0.288	0.715	0.438	0.267	0.488	0.634	0.554	0.587	0.528	0.533	0.316
internal_memory	0.032	-0.038	-0.451	-0.337	0.572	0.491	0.604	0.200	0.531	1.000	0.231	0.133	0.247	0.187	0.736	0.559	0.507	0.277	0.641	0.836	0.738	0.332	0.328	0.528
num_cores	0.210	0.216	-0.018	0.065	0.090	0.368	0.176	0.112	0.059	0.231	1.000	0.059	0.245	0.630	0.142	0.256	0.354	0.543	0.169	0.300	0.139	0.159	0.145	0.231
num_front_cameras	0.136	0.120	0.123	0.076	0.082	0.079	0.079	0.010	0.147	0.133	0.059	1.000	0.080	0.077	0.219	0.153	0.080	0.133	0.175	0.195	0.128	0.078	0.143	0.129
num_rear_cameras	0.312	0.278	0.211	0.154	0.197	0.485	0.363	0.215	0.306	0.247	0.245	0.080	1.000	0.099	0.382	0.487	0.420	0.256	0.302	0.364	0.408	0.264	0.282	0.222
os	0.288	0.817	0.212	0.152	0.125	0.078	0.060	0.080	0.288	0.187	0.630	0.077	0.099	1.000	0.351	0.019	-0.114	0.736	0.262	0.119	0.121	0.126	0.159	0.099
price	-0.189	-0.098	-0.581	-0.496	0.667	0.451	0.685	0.168	0.715	0.736	0.142	0.219	0.382	0.351	1.000	0.622	0.444	0.227	0.816	0.780	0.801	0.317	0.313	0.410
primary_camera_front	-0.077	0.071	-0.367	-0.301	0.631	0.436	0.465	0.169	0.438	0.559	0.256	0.153	0.487	0.019	0.622	1.000	0.606	0.205	0.546	0.652	0.700	0.320	0.311	0.348
primary_camera_rear	0.180	0.114	-0.194	-0.077	0.499	0.511	0.439	0.239	0.267	0.507	0.354	0.080	0.420	-0.114	0.444	0.606	1.000	0.162	0.397	0.584	0.579	0.330	0.292	0.461
processor_brand	0.230	0.503	0.437	0.269	0.147	0.398	0.730	0.253	0.488	0.277	0.543	0.133	0.256	0.736	0.227	0.205	0.162	1.000	-0.083	0.011	0.002	0.272	0.279	0.047
processor_speed	-0.073	-0.056	-0.562	-0.467	0.669	0.417	0.646	0.223	0.634	0.641	0.169	0.175	0.302	0.262	0.816	0.546	0.397	-0.083	1.000	0.688	0.723	0.357	0.319	0.418
ram_capacity	0.009	-0.027	-0.478	-0.380	0.684	0.503	0.629	0.209	0.554	0.836	0.300	0.195	0.364	0.119	0.780	0.652	0.584	0.011	0.688	1.000	0.822	0.390	0.354	0.542
rating	-0.176	0.001	-0.430	-0.327	0.645	0.482	0.648	0.207	0.587	0.738	0.139	0.128	0.408	0.121	0.801	0.700	0.579	0.002	0.723	0.822	1.000	0.369	0.344	0.381
refresh_rate	0.205	0.297	0.448	0.251	0.354	0.488	0.643	0.260	0.528	0.332	0.159	0.078	0.264	0.126	0.317	0.320	0.330	0.272	0.357	0.390	0.369	1.000	0.301	0.543
resolution	0.162	0.312	0.393	0.202	0.310	0.523	0.522	0.343	0.533	0.328	0.145	0.143	0.282	0.159	0.313	0.311	0.292	0.279	0.319	0.354	0.344	0.301	1.000	0.090
screen_size	0.332	-0.031	-0.260	-0.161	0.464	0.366	0.370	0.218	0.316	0.528	0.231	0.129	0.222	0.099	0.410	0.348	0.461	0.047	0.418	0.542	0.381	0.543	0.090	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	brand_name	model	price	rating	has_5g	has_nfc	has_ir_blaster	processor_brand	num_cores	processor_speed	ram_capacity	internal_memory	battery_capacity	fast_charging_available	fast_charging	num_rear_cameras	num_front_cameras	screen_size	resolution	refresh_rate	os	extended_memory_available	extended_upto	primary_camera_rear	primary_camera_front
0	oneplus	OnePlus V Flip	79990	89.0	True	True	False	dimensity	8.0	3.20	12.0	256.0	4500.0	1	67.0	2	1	6.78	FHD	120	other	0	0.0	50.0	32.0
1	tecno	Tecno Camon 20 Pro 4G	16990	82.0	False	True	False	helio	8.0	2.20	8.0	256.0	5000.0	1	33.0	3	1	6.67	FHD	120	android	0	0.0	64.0	32.0
2	xiaomi	Xiaomi Redmi Note 12 Pro (8GB RAM + 256GB)	23799	82.0	True	False	True	dimensity	8.0	2.60	8.0	256.0	5000.0	1	67.0	3	1	6.67	FHD	120	android	0	0.0	50.0	16.0
3	realme	Realme 8 5G	16999	75.0	True	False	False	dimensity	8.0	2.20	4.0	128.0	5000.0	1	18.0	3	1	6.50	FHD	90	android	1	1024.0	48.0	16.0
4	xiaomi	Xiaomi Redmi Note 10 JE 5G	10490	74.0	True	False	True	snapdragon	8.0	2.00	4.0	64.0	4800.0	1	18.0	3	1	6.50	FHD	90	android	1	1024.0	48.0	8.0
5	lenovo	Lenovo Legion Pro 2	59999	89.0	True	True	False	snapdragon	8.0	2.84	16.0	512.0	5000.0	1	120.0	2	1	6.50	FHD	144	android	0	0.0	64.0	20.0
6	samsung	Samsung Galaxy M52 5G (8GB RAM + 128GB)	23990	86.0	True	True	False	snapdragon	8.0	2.40	8.0	128.0	5000.0	1	25.0	3	1	6.70	FHD	120	android	1	1024.0	64.0	32.0
7	micromax	Micromax IN 2C	5790	60.0	False	False	False	tiger	8.0	1.80	3.0	32.0	5000.0	0	NaN	1	1	6.52	HD	60	android	1	256.0	8.0	5.0
8	sony	Sony Xperia 10 V	39999	84.0	True	True	False	snapdragon	8.0	2.20	6.0	128.0	5000.0	1	21.0	3	1	6.10	FHD	60	android	0	0.0	48.0	8.0
9	xiaomi	Xiaomi Redmi 10 Prime (6GB RAM + 128GB)	13458	77.0	False	False	True	helio	8.0	2.00	6.0	128.0	6000.0	1	18.0	4	1	6.50	FHD	90	android	1	512.0	50.0	8.0

	brand_name	model	price	rating	has_5g	has_nfc	has_ir_blaster	processor_brand	num_cores	processor_speed	ram_capacity	internal_memory	battery_capacity	fast_charging_available	fast_charging	num_rear_cameras	num_front_cameras	screen_size	resolution	refresh_rate	os	extended_memory_available	extended_upto	primary_camera_rear	primary_camera_front
2324	nokia	Nokia G310 5G	16999	74.0	True	False	False	snapdragon	8.0	2.20	4.0	128.0	5000.0	1	20.0	3	1	6.56	HD	90	android	1	1024.0	50.0	8.0
2325	xiaomi	Xiaomi Redmi Note 12 Explorer	24999	89.0	True	True	True	dimensity	8.0	2.60	8.0	256.0	4300.0	1	120.0	3	1	6.67	FHD	120	android	1	512.0	200.0	16.0
2326	realme	Realme GT Neo 3 5G (8GB RAM + 256GB)	24700	83.0	True	True	False	dimensity	8.0	2.85	8.0	256.0	5000.0	1	80.0	3	1	6.70	FHD	120	android	0	0.0	50.0	16.0
2327	vivo	Vivo Y75T	21990	79.0	True	False	False	dimensity	8.0	2.60	8.0	128.0	6000.0	1	33.0	2	1	6.67	FHD	120	android	0	0.0	50.0	16.0
2328	motorola	Motorola Moto G6 (4GB RAM + 64GB)	9790	67.0	False	False	False	snapdragon	8.0	1.80	4.0	64.0	3000.0	1	NaN	2	1	5.70	FHD	60	android	1	256.0	12.0	16.0
2329	realme	Realme GT 2 Fold 5G	94990	88.0	True	True	False	snapdragon	8.0	3.20	8.0	128.0	5000.0	1	65.0	2	1	8.00	FHD	120	android	0	0.0	50.0	16.0
2330	samsung	Samsung Galaxy F34 5G	15999	83.0	True	True	False	exynos	8.0	2.40	6.0	128.0	6000.0	1	25.0	3	1	6.50	FHD	120	android	1	1024.0	50.0	13.0
2331	vivo	Vivo Y33t 4G 2023	8499	71.0	False	False	False	helio	8.0	2.00	6.0	128.0	5000.0	1	15.0	2	1	6.56	HD	60	android	1	1024.0	13.0	8.0
2332	xiaomi	Xiaomi 11 LE 5G	24990	83.0	True	True	True	snapdragon	8.0	2.40	6.0	128.0	4250.0	1	33.0	3	1	6.55	FHD	90	android	0	0.0	64.0	20.0
2333	motorola	Motorola Moto E35	11999	70.0	False	False	False	unisoc	8.0	2.00	4.0	64.0	5000.0	1	18.0	3	1	6.50	HD	90	android	1	1024.0	16.0	8.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Space Separator

Close Punctuation

Open Punctuation

Math Symbol

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Punctuation

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category